- Rank
- #223
- Total Output Tokens
- 115,591
- Response Time (avg)
- 38.64s
- Total Cost
- $0.050
DeepSeek V4 Flash 0423 vs Gemini 3.1 Flash Lite Preview (low)
Gemini 3.1 Flash Lite Preview (low) leads on average score with 6.3 vs 6.3. DeepSeek V4 Flash 0423 has the lower benchmark cost at $0.050 vs $0.736. Gemini 3.1 Flash Lite Preview (low) is faster at 19.04s vs 38.64s, with pass rates of 30.4% vs 60.9%.
Compared models
- Rank
- #216
- Total Output Tokens
- 438,891
- Response Time (avg)
- 19.04s
- Total Cost
- $0.736
Recommended model
Gemini 3.1 Flash Lite Preview (low)
It has the best score here (6.3), while responding about 2.0x faster than DeepSeek V4 Flash 0423.
Detailed comparison
| Metric | DeepSeek V4 Flash 0423 DeepSeek V4 Flash 0423 none | Gemini 3.1 Flash Lite Preview Gemini 3.1 Flash Lite Preview low |
|---|---|---|
| Score | 6.3 | 6.3 |
| Rank | #223 | #216 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.6 | 10.0 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 30.4% | 60.9% |
| Flaky tests | 4 | 0 |
| Total Runs | 69 | 69 |
| Cost per result | 1.220 | 5.256 |
| Total Cost | $0.050 | $0.736 |
| Input Price | $0.079 / 1M | $0.250 / 1M |
| Output Price | $0.158 / 1M | $1.500 / 1M |
| Total Input Tokens | 403,455 | 309,715 |
| Output Tokens | 115,591 | 16,170 |
| Reasoning Tokens | 0 | 422,721 |
| Response Time (avg) | 38.64s | 19.04s |
| Response Time (max) | 247.27s | 309.35s |
| Response Time (total) | 888.69s | 437.98s |
| Parameters | 284B total (13B active) | ~150B total (~10B active) |
| Availability | Open source | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#223 DeepSeek V4 Flash 0423
none- Cost
- $0.004
- Time
- 157.6s
- Tokens
- 11,297 tok
#216 Gemini 3.1 Flash Lite Preview
low- Cost
- $0.002
- Time
- 3.7s
- Tokens
- 1,203 tok
Top Models by Score
Score vs Total Cost
Response Time (avg)
Score vs Response Time (avg)
Total Output Tokens
Score vs Total Output Tokens
Category Breakdown
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 10.0 | 10.0 | 100.0% | 0 | 92.87s | 163,225 | 14,865 | 0 | |
| Gemini 3.1 Flash Lite Preview | 5.0 | 10.0 | 0.0% | 0 | 71.29s | 199,519 | 1,453 | 25,259 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 3.0 | 10.0 | 0.0% | 0 | 20.18s | 540 | 174 | 0 | |
| Gemini 3.1 Flash Lite Preview | 8.3 | 10.0 | 75.0% | 0 | 2.12s | 506 | 462 | 1,638 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 4.2 | 7.4 | 11.1% | 1 | 17.13s | 7,279 | 9,717 | 0 | |
| Gemini 3.1 Flash Lite Preview | 5.5 | 10.0 | 33.3% | 0 | 1.39s | 8,138 | 660 | 1,060 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 4.6 | 1.8 | 66.7% | 2 | 179.61s | 214,492 | 89,681 | 0 | |
| Gemini 3.1 Flash Lite Preview | 3.0 | 10.0 | 0.0% | 0 | 160.63s | 85,851 | 12,656 | 389,079 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 10.0 | 10.0 | 100.0% | 0 | 23.79s | 7,290 | 195 | 0 | |
| Gemini 3.1 Flash Lite Preview | 10.0 | 10.0 | 100.0% | 0 | 3.00s | 7,455 | 291 | 696 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 3.0 | 10.0 | 0.0% | 0 | 15.31s | 675 | 17 | 0 | |
| Gemini 3.1 Flash Lite Preview | 7.7 | 10.0 | 66.7% | 0 | 2.10s | 652 | 18 | 1,191 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 4.2 | 9.9 | 0.0% | 0 | 23.74s | 471 | 67 | 0 | |
| Gemini 3.1 Flash Lite Preview | 4.0 | 10.0 | 0.0% | 0 | 1.54s | 490 | 69 | 384 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 6.5 | 10.0 | 50.0% | 0 | 17.54s | 627 | 321 | 0 | |
| Gemini 3.1 Flash Lite Preview | 10.0 | 10.0 | 100.0% | 0 | 1.49s | 621 | 72 | 753 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 3.1 | 7.3 | 11.1% | 1 | 23.72s | 594 | 207 | 0 | |
| Gemini 3.1 Flash Lite Preview | 10.0 | 10.0 | 100.0% | 0 | 1.69s | 566 | 243 | 1,248 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 10.0 | 10.0 | 100.0% | 0 | 77.93s | 8,079 | 327 | 0 | |
| Gemini 3.1 Flash Lite Preview | 10.0 | 10.0 | 100.0% | 0 | 9.54s | 5,757 | 237 | 993 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 3.0 | 10.0 | 0.0% | 0 | 3.07s | 183 | 20 | 0 | |
| Gemini 3.1 Flash Lite Preview | 3.0 | 10.0 | 0.0% | 0 | 1.35s | 160 | 9 | 420 |
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